{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import xgboost as xgb\n",
    "import sys,random\n",
    "import pickle\n",
    "import os\n",
    "import numpy as np"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "train_x_d_cols = pd.read_csv('./rank_d_feature_score.csv')\n",
    "train_x_d_cols = list(train_x_d_cols.iloc[10:810].feature)\n",
    "\n",
    "train_x_raw = pd.read_csv('../../preprocess_data/train_x_filter_null.csv',usecols=train_x_d_cols)\n",
    "train_y = pd.read_csv('../../preprocess_data/train_y_33465.csv')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## PCA区分不开"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "from sklearn.decomposition import PCA "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "pca = PCA(n_components=100)\n",
    "pca.fit(train_x_raw.values)\n",
    "print (pca.explained_variance_ratio_)\n",
    "print (pca.explained_variance_)\n",
    "train_x_raw_pca = pca.transform(train_x_raw.values)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [],
   "source": [
    "filter_0 = (train_y==0).values.reshape(-1)\n",
    "filter_1 = (train_y==1).values.reshape(-1)\n",
    "train_0 = train_x_raw_pca[filter_0]\n",
    "train_1 = train_x_raw_pca[filter_1]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.collections.PathCollection at 0x7fa58eb4a2e8>"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1440x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(20,10))\n",
    "plt.scatter(train_0[:,0], train_0[:,1],marker='o')\n",
    "plt.scatter(train_1[:,0], train_1[:,1],marker='x')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## LDA区分不开"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.discriminant_analysis import LinearDiscriminantAnalysis"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/usr/local/anaconda3/lib/python3.6/site-packages/sklearn/discriminant_analysis.py:388: UserWarning: Variables are collinear.\n",
      "  warnings.warn(\"Variables are collinear.\")\n"
     ]
    }
   ],
   "source": [
    "lda =LinearDiscriminantAnalysis(n_components=4)\n",
    "lda.fit(train_x_raw.values, train_y.values.reshape(-1))\n",
    "train_x_lda = lda.transform(train_x_raw.values)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "metadata": {},
   "outputs": [],
   "source": [
    "filter_0 = (train_y==0).values.reshape(-1)\n",
    "filter_1 = (train_y==1).values.reshape(-1)\n",
    "train_0 = train_x_lda[filter_0]\n",
    "train_1 = train_x_lda[filter_1]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 74,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7fa59459a4a8>"
      ]
     },
     "execution_count": 74,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import seaborn as sns\n",
    "%matplotlib inline \n",
    "plt.figure(figsize=(20,10))\n",
    "sns.distplot(train_0[:,0])\n",
    "sns.distplot(train_1[:,0])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
